SHAP Plots for 'XGBoost'

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Documentation for package ‘SHAPforxgboost’ version 0.0.3

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dataXY_df Terra satellite data (X,Y) for running the xgboost model .
label.feature helper function to modify labels for features under plotting
labels_within_package labels_within_package: Some labels package auther defined to make his plot, mainly serve the paper publication.
new_labels new_labels: a place holder default to NULL.
plot.label internal-function to revise axis label for each feature
scatter.plot.diagonal make customized scatter plot with diagonal line and R2 printed.
scatter.plot.simple simple scatter plot, adding marginal histogram by default.
shap.plot.dependence SHAP dependence plot and interaction plot, optional to be colored by a selected feature
shap.plot.force_plot make the SHAP force plot
shap.plot.force_plot_bygroup make the stack plot, optional to zoom in at certain x or certain cluster
shap.plot.summary SHAP summary plot core function using the long format SHAP values
shap.plot.summary.wrap1 A wrapped function to make summary plot from xgb model object and predictors
shap.plot.summary.wrap2 A wrapped function to make summary plot from given SHAP values matrix
shap.prep prep SHAP values into long format for plotting
shap.prep.interaction prepare the interaction SHAP values from predict.xgb.Booster
shap.prep.stack.data Prepare data for SHAP force plot (stack plot)
shap.values return SHAP contribution from xgboost model
shap_int_iris The interaction effect SHAP values example using iris dataset.
shap_long_iris The long-format SHAP values example using iris dataset.
shap_score SHAP values example from dataXY_df .
shap_values_iris SHAP values example using iris dataset.